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> ## traditional MM Likert outcome (distractor photo correlated w photos observed)
> ## only target photos used for analysis
> ##
> ## August 9, 2019
> ##
> ## Kevin Quinn
> ## University of Michigan
> ##
> 
> library(MCMCpack)
Loading required package: coda
Loading required package: MASS
##
## Markov Chain Monte Carlo Package (MCMCpack)
## Copyright (C) 2003-2019 Andrew D. Martin, Kevin M. Quinn, and Jong Hee Park
##
## Support provided by the U.S. National Science Foundation
## (Grants SES-0350646 and SES-0350613)
##
> set.seed(777666)
> 
> mydata <- read.csv("../ScaleRaceSpring2017clean.csv")
> 
> ## subset data
> mydata <- mydata[mydata$condition %in% c("P1W", "P2B"),]
> 
> 
> 
> ## keep target responses and photo IDs but nothing else
> target.inds <- c(6, 7, 10, 12, 15, 17, 19, 20, 22, 23)
> keep.vars <- c(paste("X", target.inds, "_Q339", sep=""),
+                paste("X", target.inds, "a.id", sep=""))
> 
> mydata.sub <- mydata[, keep.vars]
> 
> 
> 
> 
> ## reshape into long format
> mydata.sub.long <- reshape(mydata.sub, direction="long",
+                            varying=list(c(1:10), c(11:20)),
+                            v.names=c("Y", "photoID"),
+                            ids=rownames(mydata.sub))
> 
> ## keep only obs with non-missing values for MM
> mydata.sub.long <- na.omit(mydata.sub.long)
> 
> mydata.sub.long <- mydata.sub.long[sample(1:nrow(mydata.sub.long),
+                                           size=1000, replace=FALSE),]
> 
> cat("\n\nN =", nrow(mydata.sub.long), "\n\n") 


N = 1000 

> 
> 
> b2.M1.out <- MCMCoprobit(Y ~ as.factor(photoID), data=mydata.sub.long,
+                          burnin=50000, mcmc=1000000, thin=50, tune=0.05,
+                          verbose=10000, seed=33442
+                          )


MCMCoprobit iteration 1 of 1050000 
beta = 
   4.74720
   0.24425
   3.60991
  -1.18447
   0.87456
   1.47429
  -0.17503
  -2.07660
   0.92068
   1.55253
  -0.27966
   1.68669
  -0.61774
  -1.37233
   0.68552
   1.72461
   0.41774
  -1.10496
   0.11248
   0.19876
   0.05402
   1.36652
   1.67291
   0.20963
  -3.66483
  -2.86909
  -3.62769
  -4.06659
  -1.86047
  -2.47709
  -4.27734
  -4.09543
  -4.49074
  -5.23274
  -3.81960
  -4.22791
  -5.13085
  -4.98684
  -4.80288
  -4.45387
  -3.67540
  -4.83738
  -4.49513
  -3.46724
  -4.53848
  -4.48396
  -2.81609
  -4.08200
Metropolis acceptance rate for gamma = 0.00000



MCMCoprobit iteration 10001 of 1050000 
beta = 
   4.40099
   0.85458
   3.55976
  -0.88483
   1.41019
   1.16216
  -0.11950
  -1.50091
   1.39935
   1.52344
  -0.05345
   2.04264
  -0.35186
  -0.86021
   0.60987
   1.45734
   0.33336
  -0.95946
   0.46619
   0.35227
   0.37106
   1.52015
   1.83745
   0.46053
  -3.53783
  -2.52574
  -3.46835
  -3.72373
  -1.38258
  -2.13449
  -4.14719
  -3.79968
  -4.49049
  -4.30503
  -3.50429
  -3.92486
  -5.12812
  -4.26375
  -4.29926
  -4.72444
  -3.20175
  -4.24782
  -4.29516
  -2.79911
  -4.26870
  -3.65717
  -2.55768
  -4.62257
Metropolis acceptance rate for gamma = 0.27457



MCMCoprobit iteration 20001 of 1050000 
beta = 
   5.11840
  -0.68783
   2.22623
  -1.74852
  -0.49404
  -0.01989
  -0.83782
  -2.64839
   0.38725
  -0.07387
  -1.46756
   1.14898
  -1.35838
  -1.93494
  -0.54024
   0.59844
  -0.69628
  -1.82796
  -0.76325
  -0.89453
  -0.67680
   0.25777
   0.27054
  -0.43094
  -4.61048
  -3.61411
  -4.25445
  -4.49023
  -2.67302
  -3.30063
  -4.64172
  -4.53670
  -5.74019
  -5.17385
  -4.23553
  -4.95368
  -6.32666
  -5.25348
  -5.01553
  -5.14158
  -3.97485
  -5.04584
  -4.67035
  -4.08230
  -5.28173
  -4.63903
  -3.41549
  -5.02158
Metropolis acceptance rate for gamma = 0.27114



MCMCoprobit iteration 30001 of 1050000 
beta = 
   4.94391
  -0.45457
   2.57345
  -1.95335
   0.60019
   0.84054
  -0.53843
  -2.25592
   0.95534
   1.06302
  -0.69365
   0.94165
  -1.32125
  -1.67118
  -0.08178
   1.55584
  -0.07326
  -1.73900
  -0.65854
  -0.67668
   0.15407
   0.80607
   0.96102
  -0.14052
  -3.86023
  -3.49218
  -3.94137
  -4.25804
  -2.42868
  -2.85559
  -4.77432
  -4.14162
  -5.26514
  -5.59446
  -3.54890
  -4.88095
  -5.38713
  -4.77306
  -4.92310
  -5.78417
  -3.99371
  -5.00896
  -5.02768
  -3.88673
  -4.32291
  -4.62761
  -3.27381
  -5.00331
Metropolis acceptance rate for gamma = 0.27199



MCMCoprobit iteration 40001 of 1050000 
beta = 
   5.11873
   0.00038
   2.70530
  -1.77471
   0.66786
   0.51232
  -0.28829
  -2.18264
   0.68435
   0.46462
  -0.65149
   1.15325
  -0.82520
  -1.46471
  -0.11465
   0.65363
  -0.27810
  -1.44783
  -0.22525
  -0.76041
  -0.34052
   0.69779
   1.05402
   0.06286
  -4.66891
  -3.41901
  -4.57824
  -4.49117
  -1.98388
  -2.93101
  -4.74118
  -4.64005
  -5.78801
  -5.24304
  -4.34869
  -4.77613
  -6.29360
  -4.91068
  -5.15385
  -4.75614
  -4.06358
  -4.79766
  -4.84582
  -4.22906
  -4.75458
  -4.96591
  -3.21187
  -5.24874
Metropolis acceptance rate for gamma = 0.27074



MCMCoprobit iteration 50001 of 1050000 
beta = 
   5.03934
  -0.08261
   2.33944
  -1.76172
   0.31731
   0.59551
  -0.57150
  -2.23862
   0.77152
   0.97969
  -0.66704
   1.16005
  -0.98341
  -1.58693
   0.25358
   1.46411
  -0.08628
  -1.63567
  -0.05305
  -0.66474
  -0.76654
   0.39675
   0.54303
  -0.17735
  -4.00496
  -3.28890
  -4.22006
  -4.76523
  -2.47947
  -3.27112
  -4.83567
  -4.06459
  -5.44639
  -5.39654
  -4.22477
  -5.06840
  -5.86645
  -5.09733
  -4.81902
  -5.04559
  -3.80738
  -4.89534
  -4.65782
  -3.79034
  -5.31244
  -4.57135
  -3.20156
  -4.92059
Metropolis acceptance rate for gamma = 0.27269



MCMCoprobit iteration 60001 of 1050000 
beta = 
   4.56151
   0.16261
   3.46369
  -1.02458
   1.02883
   1.29923
   0.24669
  -1.68341
   0.95611
   1.75690
  -0.53071
   1.82009
  -0.74865
  -1.02749
   0.40324
   1.74212
   0.15036
  -0.84663
   0.56587
  -0.10439
   0.55830
   1.18733
   1.34899
   0.68022
  -3.83513
  -3.09152
  -4.11645
  -3.25702
  -1.83845
  -2.56736
  -3.77246
  -4.04796
  -4.58401
  -5.04709
  -4.01731
  -4.40208
  -5.55644
  -4.40727
  -4.63008
  -4.36808
  -3.69910
  -4.39194
  -4.48924
  -3.20342
  -4.94327
  -4.25009
  -2.81730
  -4.13377
Metropolis acceptance rate for gamma = 0.27451



MCMCoprobit iteration 70001 of 1050000 
beta = 
   4.75746
  -0.82671
   3.20145
  -1.29402
   0.33418
   0.75643
  -0.29414
  -2.16149
   0.78249
   0.85222
  -0.38111
   1.27321
  -0.48464
  -1.42922
   0.13013
   1.46165
  -0.17287
  -1.43832
  -0.15214
  -0.60545
  -0.29667
   1.09308
   1.07114
  -0.10708
  -3.38246
  -3.29043
  -3.80503
  -4.15604
  -1.79937
  -3.09284
  -4.00180
  -4.19745
  -4.54554
  -5.11519
  -3.92448
  -4.17404
  -5.44263
  -4.76409
  -4.88127
  -5.04834
  -3.31116
  -4.70240
  -4.07350
  -3.78533
  -4.36607
  -5.11088
  -3.05924
  -4.96337
Metropolis acceptance rate for gamma = 0.27431



MCMCoprobit iteration 80001 of 1050000 
beta = 
   4.98546
  -0.57321
   3.24806
  -1.70997
   0.07606
   0.75779
  -0.56797
  -2.42263
   0.64914
   1.01247
  -0.81999
   1.16667
  -0.90174
  -0.89825
   0.11363
   0.84754
   0.26522
  -1.01770
  -0.14791
  -0.30532
  -0.09765
   0.73418
   1.02226
   0.00665
  -3.99969
  -3.45763
  -4.04147
  -4.40293
  -1.82196
  -2.55766
  -4.57179
  -4.32813
  -5.50654
  -5.38011
  -4.15010
  -4.75446
  -5.49563
  -5.06333
  -5.21161
  -4.74770
  -4.05790
  -4.76341
  -4.76568
  -3.39722
  -4.73155
  -5.02291
  -3.31748
  -4.55658
Metropolis acceptance rate for gamma = 0.27427



MCMCoprobit iteration 90001 of 1050000 
beta = 
   4.52177
  -0.00676
   2.79295
  -1.06119
   0.83126
   0.84945
  -0.06740
  -1.81197
   1.01859
   1.32821
  -0.56646
   1.61134
  -0.80574
  -0.96737
   0.63054
   2.01216
   0.02636
  -1.29552
   0.01377
  -0.57773
  -0.04753
   0.67166
   0.82444
   0.08621
  -3.81374
  -2.65399
  -3.36470
  -3.85050
  -1.64042
  -2.32963
  -4.09339
  -3.57574
  -4.90685
  -4.78217
  -3.67363
  -4.13443
  -5.00788
  -4.67518
  -4.58276
  -4.59834
  -3.72377
  -4.03410
  -4.24154
  -2.91054
  -4.25390
  -4.03404
  -2.37420
  -4.35953
Metropolis acceptance rate for gamma = 0.27342



MCMCoprobit iteration 100001 of 1050000 
beta = 
   4.49588
   0.36483
   3.48282
  -0.87130
   1.22553
   1.29360
   0.25438
  -2.12484
   1.43634
   1.46630
   0.04711
   1.70979
  -0.52911
  -0.60451
   0.86010
   2.90697
  -0.12456
  -0.85759
   0.30272
  -0.12047
   0.01028
   0.94258
   1.20187
   0.55562
  -3.34517
  -2.97405
  -3.53698
  -4.16318
  -1.63944
  -2.56349
  -4.07235
  -3.53628
  -5.06934
  -4.65167
  -3.20710
  -4.01868
  -5.28333
  -4.31668
  -4.57692
  -4.38989
  -3.43674
  -4.32227
  -4.03031
  -2.78519
  -4.56531
  -3.84892
  -2.78024
  -4.48598
Metropolis acceptance rate for gamma = 0.27326



MCMCoprobit iteration 110001 of 1050000 
beta = 
   5.07008
  -0.55366
   3.10797
  -2.02619
   0.07259
   0.70258
   0.04325
  -3.08351
   0.19169
   1.01379
  -0.87205
   1.15513
  -1.50938
  -1.76934
  -0.12944
   1.14321
  -0.55657
  -1.72330
  -0.28916
  -0.68853
  -0.45529
   0.56756
   0.54619
  -0.33042
  -4.60304
  -3.39151
  -5.26649
  -4.57226
  -1.93838
  -2.80346
  -4.90229
  -4.37304
  -5.62068
  -5.35593
  -4.07919
  -4.48108
  -6.06703
  -5.34614
  -5.36953
  -5.37226
  -3.94949
  -4.99731
  -5.13963
  -3.59025
  -4.76160
  -4.74753
  -3.47814
  -4.75628
Metropolis acceptance rate for gamma = 0.27312



MCMCoprobit iteration 120001 of 1050000 
beta = 
   4.74079
  -0.17000
   2.86944
  -1.56064
   0.43457
   0.71955
  -0.24197
  -2.22211
   1.11026
   0.51923
  -1.16436
   0.92145
  -1.20535
  -1.42306
   0.26244
   1.43091
   0.02810
  -1.12357
  -0.09213
  -0.89254
  -0.23385
   0.75659
   0.61450
  -0.18663
  -3.89133
  -3.18183
  -3.82152
  -4.27656
  -2.33400
  -2.62691
  -4.18570
  -4.23693
  -4.82511
  -4.98703
  -3.82643
  -4.08912
  -5.45404
  -4.58249
  -4.92310
  -5.17760
  -3.68727
  -4.82020
  -4.78895
  -3.65951
  -4.23585
  -4.27204
  -2.75337
  -5.03767
Metropolis acceptance rate for gamma = 0.27288



MCMCoprobit iteration 130001 of 1050000 
beta = 
   4.50844
   0.61504
   3.84443
  -0.99780
   1.10683
   1.22904
   0.35653
  -2.16344
   1.55859
   1.80143
  -0.32665
   2.26928
  -0.42804
  -0.41336
   0.97411
   2.04614
   0.93583
  -0.84809
   0.35162
  -0.16160
   0.93295
   1.07327
   1.66424
   0.66365
  -3.90915
  -2.42616
  -3.50346
  -3.78375
  -1.46011
  -2.25186
  -3.97875
  -4.04803
  -5.04727
  -5.14132
  -4.01089
  -3.75551
  -4.87918
  -4.68086
  -4.80629
  -4.34115
  -3.34011
  -4.33283
  -4.42904
  -2.89214
  -3.96339
  -3.99346
  -3.52551
  -4.44277
Metropolis acceptance rate for gamma = 0.27327



MCMCoprobit iteration 140001 of 1050000 
beta = 
   4.60221
   0.25902
   3.22141
  -0.61292
   0.71681
   0.77736
  -0.26465
  -2.28833
   0.73187
   1.27878
  -0.53321
   1.82860
  -0.82096
  -1.00394
   0.33295
   2.05360
   0.05412
  -1.50885
   0.03863
  -0.22701
   0.23806
   1.38613
   0.72142
   0.44348
  -3.92527
  -2.78749
  -4.02021
  -3.88575
  -1.58370
  -2.13579
  -4.44690
  -4.12848
  -4.52455
  -5.02229
  -3.97368
  -4.11484
  -5.72396
  -5.08205
  -5.25889
  -5.05242
  -3.52702
  -4.54209
  -4.37646
  -3.62445
  -4.96798
  -4.40130
  -3.21183
  -4.42198
Metropolis acceptance rate for gamma = 0.27343



MCMCoprobit iteration 150001 of 1050000 
beta = 
   4.65476
   0.16906
   2.82841
  -1.82329
   0.71656
   0.85321
   0.46481
  -2.22143
   1.12548
   1.48462
  -0.56522
   1.04661
  -1.45523
  -0.99021
   0.27057
   1.62096
  -0.25697
  -1.35672
  -0.20919
  -0.48659
   0.22108
   1.40092
   1.16005
   0.57969
  -3.52356
  -3.16187
  -3.89897
  -4.10335
  -1.93531
  -2.55146
  -4.72015
  -4.04491
  -4.83516
  -4.86223
  -3.84973
  -4.46907
  -5.23827
  -4.75980
  -5.39072
  -4.94928
  -3.80808
  -4.72839
  -4.29418
  -3.28088
  -4.73664
  -3.92907
  -3.20414
  -4.98822
Metropolis acceptance rate for gamma = 0.27313



MCMCoprobit iteration 160001 of 1050000 
beta = 
   4.64626
   0.17366
   3.14646
  -1.95093
   0.88179
   1.22743
   0.29226
  -1.92593
   1.14751
   1.13494
  -0.21401
   1.70571
  -0.83471
  -1.09856
   0.68296
   2.04045
   0.30507
  -1.12715
   0.03011
   0.08409
   0.17460
   1.09072
   1.30991
   0.28171
  -3.65678
  -3.07911
  -3.82297
  -4.16850
  -1.79669
  -2.62618
  -4.37239
  -3.79451
  -5.43793
  -5.27637
  -4.38583
  -3.98796
  -5.13636
  -5.18063
  -5.15509
  -4.69609
  -3.36552
  -4.48264
  -4.51983
  -3.06105
  -4.75310
  -4.10699
  -2.92171
  -4.15777
Metropolis acceptance rate for gamma = 0.27317



MCMCoprobit iteration 170001 of 1050000 
beta = 
   4.81162
  -0.30953
   3.00562
  -1.91107
   0.77332
   0.76695
   0.11023
  -2.23724
   0.72496
   0.50593
  -0.80053
   1.46560
  -0.52321
  -0.89887
   0.12147
   1.11001
   0.45940
  -1.60705
  -0.08856
  -0.59363
  -0.04222
   1.04986
   1.13287
   0.11082
  -4.05649
  -3.22623
  -3.97916
  -4.20719
  -1.97092
  -2.72352
  -4.77684
  -4.03551
  -5.30239
  -5.08105
  -4.03726
  -4.37460
  -5.73270
  -5.00254
  -4.48643
  -4.81123
  -3.90240
  -4.58862
  -4.84426
  -3.61777
  -4.92363
  -4.50887
  -3.34442
  -4.54116
Metropolis acceptance rate for gamma = 0.27356



MCMCoprobit iteration 180001 of 1050000 
beta = 
   4.31485
   0.27247
   3.07073
  -1.50112
   1.07440
   1.04670
  -0.12375
  -2.32646
   1.44833
   1.32917
  -0.15956
   1.39902
  -1.07742
  -0.81527
   0.66430
   1.50932
   0.08913
  -1.04156
   0.44520
  -0.17495
   0.10469
   0.87725
   1.03945
   0.33060
  -3.32682
  -2.76970
  -3.46492
  -3.58064
  -1.65089
  -2.19234
  -3.79314
  -3.18173
  -4.73216
  -4.56074
  -3.60081
  -3.90327
  -4.83674
  -4.61131
  -4.13377
  -4.60372
  -3.13021
  -4.00972
  -3.94044
  -3.48646
  -4.05911
  -4.17715
  -2.74536
  -4.32431
Metropolis acceptance rate for gamma = 0.27357



MCMCoprobit iteration 190001 of 1050000 
beta = 
   4.38677
  -0.30262
   2.87472
  -1.42652
   0.56205
   0.75269
   0.16893
  -1.85627
   0.94194
   0.99683
  -0.59590
   1.43395
  -1.00888
  -0.91527
   0.29820
   1.69879
   0.12705
  -1.03638
  -0.31585
  -0.36037
   0.20779
   1.21872
   0.86779
   0.17949
  -3.40913
  -2.83010
  -3.97805
  -3.96610
  -1.31822
  -2.43459
  -4.32057
  -3.55292
  -4.61845
  -4.87382
  -4.09164
  -4.06137
  -5.02775
  -4.38060
  -4.59721
  -4.45096
  -3.66499
  -4.03805
  -3.93607
  -3.37125
  -4.36265
  -4.54525
  -2.63917
  -4.56842
Metropolis acceptance rate for gamma = 0.27357



MCMCoprobit iteration 200001 of 1050000 
beta = 
   5.18060
  -0.51916
   3.40575
  -1.78008
   0.47538
   1.07514
   0.08038
  -2.49253
   0.71167
   0.95140
  -1.10675
   1.05276
  -1.44175
  -0.91878
   0.23138
   1.55672
   0.16813
  -1.58718
  -0.08059
  -0.40258
  -0.38171
   0.96587
   0.73740
  -0.61039
  -3.95758
  -3.23221
  -4.26577
  -4.68988
  -2.10943
  -2.62271
  -4.78514
  -4.32531
  -4.96368
  -5.23471
  -4.29516
  -4.62201
  -6.35244
  -5.36567
  -5.18030
  -4.94870
  -4.00494
  -5.08822
  -5.13485
  -3.70983
  -5.13755
  -4.71215
  -3.24597
  -4.90263
Metropolis acceptance rate for gamma = 0.27332



MCMCoprobit iteration 210001 of 1050000 
beta = 
   4.73977
   0.02221
   3.13220
  -1.16888
   0.95497
   1.09076
  -0.05742
  -2.10012
   0.83611
   1.06785
  -0.45352
   1.02467
  -0.96611
  -0.77653
   0.18147
   2.21423
  -0.12830
  -1.21350
   0.05029
  -0.27094
   0.25412
   0.86070
   1.46511
  -0.07773
  -3.94219
  -2.77633
  -4.25942
  -4.03768
  -1.66268
  -2.63830
  -4.45350
  -3.99631
  -4.92569
  -5.56144
  -3.84285
  -4.24618
  -5.64995
  -4.75051
  -4.74063
  -4.71945
  -3.66992
  -4.56711
  -4.81962
  -3.35896
  -4.26299
  -4.08372
  -2.89528
  -4.44613
Metropolis acceptance rate for gamma = 0.27343



MCMCoprobit iteration 220001 of 1050000 
beta = 
   4.82995
  -0.25682
   3.13121
  -1.79708
   0.49943
   1.42515
  -0.63857
  -2.05571
   0.40203
   0.88501
  -0.65019
   0.81531
  -1.14332
  -1.10573
   0.21527
   1.23674
   0.18913
  -1.56018
  -0.38447
  -0.61533
  -0.04814
   0.56552
   0.98611
   0.20639
  -3.63868
  -3.04507
  -3.51559
  -4.31321
  -2.04782
  -2.76361
  -3.89127
  -3.94616
  -4.78312
  -5.27393
  -4.05170
  -4.06021
  -5.36091
  -5.24896
  -5.40298
  -5.34048
  -3.96497
  -4.64490
  -4.25863
  -3.27641
  -5.07423
  -4.34116
  -3.03405
  -4.78580
Metropolis acceptance rate for gamma = 0.27354



MCMCoprobit iteration 230001 of 1050000 
beta = 
   4.31751
   0.52857
   3.41775
  -1.57186
   0.71887
   1.06847
  -0.35777
  -1.92902
   0.86387
   1.74441
  -0.54431
   1.20971
  -0.88522
  -0.72377
   0.78000
   1.65556
   0.21822
  -1.02270
   0.16634
  -0.55036
   0.41944
   1.35196
   1.11933
   0.35604
  -3.21518
  -2.43116
  -3.51530
  -3.86246
  -1.76622
  -2.19887
  -4.26883
  -3.70973
  -4.88806
  -4.83355
  -3.97067
  -3.99192
  -4.81237
  -4.54448
  -4.46379
  -4.39666
  -3.43475
  -4.21412
  -3.62104
  -2.82481
  -4.47193
  -3.92811
  -2.44907
  -4.08653
Metropolis acceptance rate for gamma = 0.27366



MCMCoprobit iteration 240001 of 1050000 
beta = 
   5.12985
  -0.10806
   3.12395
  -1.91441
   0.38371
   0.94235
  -0.49345
  -2.67468
   0.81250
   0.98471
  -0.92439
   0.92045
  -1.39222
  -1.18559
   0.10616
   1.67137
  -0.14998
  -1.54748
  -0.34392
  -0.63452
  -0.46567
   0.61520
   0.78447
  -0.32069
  -4.37400
  -3.30322
  -3.82586
  -4.50746
  -1.89195
  -3.15940
  -4.71378
  -4.35359
  -5.81161
  -5.66876
  -4.19688
  -4.67209
  -6.28832
  -5.38792
  -5.16079
  -5.28347
  -4.23943
  -4.99851
  -4.69710
  -3.56021
  -4.96374
  -4.72760
  -2.93895
  -4.94550
Metropolis acceptance rate for gamma = 0.27344



MCMCoprobit iteration 250001 of 1050000 
beta = 
   4.61335
   0.02550
   3.08092
  -1.92199
   1.01929
   1.02433
  -0.51606
  -2.12938
   0.70624
   0.92046
  -0.08056
   0.94042
  -0.91297
  -1.07314
   0.37514
   1.36725
   0.38905
  -1.32050
  -0.11617
  -0.43834
   0.30136
   0.91131
   0.74780
   0.22626
  -4.03817
  -2.92363
  -3.71401
  -4.06282
  -2.12733
  -2.18034
  -4.50088
  -3.95994
  -4.32146
  -4.67530
  -3.73829
  -4.18479
  -5.43034
  -5.13446
  -4.32986
  -4.63180
  -3.57809
  -4.65304
  -4.69348
  -4.06756
  -4.82093
  -4.05401
  -3.02712
  -4.49953
Metropolis acceptance rate for gamma = 0.27367



MCMCoprobit iteration 260001 of 1050000 
beta = 
   5.22974
  -0.29442
   3.03359
  -1.66504
   0.16909
   0.70949
  -0.34745
  -2.41556
   0.45897
   0.90388
  -0.63575
   1.09360
  -0.65848
  -1.35689
   0.26536
   1.75380
  -0.15236
  -1.39021
  -0.25651
  -0.70760
  -0.49371
   0.97620
   0.71962
  -0.38559
  -4.15925
  -3.04501
  -3.91257
  -4.43853
  -2.33345
  -2.23963
  -4.65286
  -4.52833
  -5.70796
  -5.53558
  -4.32977
  -5.26469
  -5.57005
  -5.15182
  -5.52072
  -5.30116
  -4.10889
  -4.85887
  -4.88524
  -4.22277
  -4.87368
  -4.74770
  -3.48012
  -4.94802
Metropolis acceptance rate for gamma = 0.27381



MCMCoprobit iteration 270001 of 1050000 
beta = 
   4.54397
   0.05597
   2.96991
  -1.40891
   0.90771
   1.18434
  -0.15387
  -1.76320
   0.80266
   1.26327
  -0.27407
   1.31764
  -0.80361
  -1.27868
   0.66882
   1.50433
   0.52429
  -1.12413
  -0.03137
  -0.30671
   0.56814
   1.23268
   1.08370
   0.43037
  -3.75933
  -2.74161
  -3.45920
  -3.56745
  -1.60167
  -2.05230
  -4.23774
  -3.51598
  -4.63309
  -5.04849
  -3.58662
  -4.28247
  -5.24282
  -3.93354
  -4.83489
  -4.89213
  -3.66242
  -4.33209
  -4.12259
  -3.03355
  -4.53086
  -4.19394
  -2.72598
  -4.45721
Metropolis acceptance rate for gamma = 0.27369



MCMCoprobit iteration 280001 of 1050000 
beta = 
   4.41177
   0.21744
   3.79901
  -0.96433
   1.30728
   1.10278
   0.17475
  -1.86771
   1.26120
   1.29333
  -0.31899
   1.58014
  -1.12851
  -0.76551
   0.64380
   1.49740
   0.28970
  -0.95796
   0.16702
  -0.37857
   0.45572
   1.18275
   1.37175
   0.44946
  -3.47818
  -2.57701
  -3.67324
  -3.71989
  -1.40328
  -2.21694
  -4.17180
  -3.98612
  -4.66038
  -4.69920
  -3.74432
  -4.00747
  -4.88069
  -4.81792
  -4.64428
  -4.61902
  -3.29274
  -4.16945
  -4.13173
  -2.98907
  -4.36911
  -4.45285
  -2.99894
  -3.96574
Metropolis acceptance rate for gamma = 0.27397



MCMCoprobit iteration 290001 of 1050000 
beta = 
   4.52413
  -0.07865
   3.62587
  -1.49336
   0.86213
   1.15229
   0.07749
  -1.77692
   1.06306
   1.47303
  -0.53253
   1.61251
  -0.25048
  -0.81102
   0.42998
   1.35001
   0.41538
  -1.06045
   0.17718
  -0.25005
   0.02228
   1.42357
   1.09771
   0.07481
  -3.74641
  -2.85936
  -3.94896
  -3.81668
  -1.36336
  -2.33596
  -4.03550
  -3.56143
  -4.53614
  -4.80290
  -3.88317
  -4.04504
  -5.47508
  -3.87237
  -4.80532
  -4.31058
  -3.30561
  -4.27343
  -4.21826
  -3.13444
  -4.42917
  -4.13545
  -2.97443
  -3.99842
Metropolis acceptance rate for gamma = 0.27390



MCMCoprobit iteration 300001 of 1050000 
beta = 
   4.85315
  -0.34355
   2.49744
  -1.91937
   0.47482
   0.51858
  -0.69804
  -1.67774
   0.51145
   0.76466
  -0.44979
   1.01945
  -1.01971
  -0.81598
   0.09422
   1.00579
  -0.11170
  -1.14117
  -0.13259
  -0.75819
   0.27682
   0.90157
   1.01753
   0.27686
  -3.58210
  -2.88953
  -3.81348
  -4.11319
  -1.94713
  -2.44296
  -4.53338
  -4.23191
  -5.13537
  -5.77124
  -4.49162
  -4.56865
  -5.92987
  -5.16497
  -4.88106
  -4.74841
  -3.71526
  -4.74211
  -4.91142
  -3.65049
  -5.04524
  -4.40386
  -3.39910
  -5.03806
Metropolis acceptance rate for gamma = 0.27366



MCMCoprobit iteration 310001 of 1050000 
beta = 
   4.82861
  -0.35109
   2.83504
  -1.09371
   0.70699
   0.77125
  -0.61145
  -1.67520
   0.65794
   0.90644
  -0.94087
   1.78944
  -0.85166
  -1.40126
   0.04243
   1.18457
  -0.06726
  -1.47462
  -0.31907
  -0.09275
   0.19637
   1.06752
   0.95862
   0.07203
  -3.79818
  -3.08228
  -4.23555
  -4.33203
  -1.81758
  -2.75277
  -4.57411
  -4.28998
  -5.23498
  -5.27464
  -3.88557
  -4.42382
  -5.55963
  -5.00687
  -5.20374
  -4.86087
  -3.57646
  -4.66679
  -4.91880
  -3.62305
  -4.73410
  -4.38398
  -3.21218
  -4.48774
Metropolis acceptance rate for gamma = 0.27362



MCMCoprobit iteration 320001 of 1050000 
beta = 
   4.54527
   0.70969
   3.17203
  -0.73388
   0.58418
   1.11118
   0.17601
  -1.92922
   1.31749
   1.76581
  -0.34391
   1.72164
  -0.52887
  -0.14178
   0.48227
   1.86166
   0.43397
  -0.65973
   0.11945
  -0.24315
   0.42524
   1.20297
   1.68825
   0.91999
  -3.29434
  -2.11096
  -3.80710
  -4.10424
  -1.89331
  -2.45426
  -4.03106
  -3.46987
  -4.94030
  -4.69233
  -3.25483
  -4.06656
  -5.16038
  -4.89508
  -4.72517
  -4.62403
  -3.28229
  -4.32268
  -4.45572
  -3.41582
  -4.52884
  -4.15321
  -2.69566
  -4.14029
Metropolis acceptance rate for gamma = 0.27365



MCMCoprobit iteration 330001 of 1050000 
beta = 
   4.89075
  -0.01193
   2.72406
  -1.63855
   0.75436
   1.17319
  -0.32697
  -2.12710
   1.05803
   0.93103
  -0.22029
   1.85333
  -1.31820
  -0.75894
   0.42832
   1.85081
   0.34790
  -1.32512
   0.05962
  -0.50787
  -0.04799
   1.26662
   1.11744
   0.35062
  -4.17375
  -3.23228
  -3.89014
  -3.91230
  -1.75635
  -2.87285
  -5.04079
  -4.31982
  -5.65814
  -5.20241
  -4.34142
  -4.66721
  -5.58688
  -4.84654
  -5.11722
  -5.24427
  -3.86616
  -4.64118
  -4.93954
  -4.22518
  -4.63256
  -4.95381
  -2.87633
  -4.34539
Metropolis acceptance rate for gamma = 0.27373



MCMCoprobit iteration 340001 of 1050000 
beta = 
   4.53916
   0.04714
   3.02604
  -2.03203
   0.53253
   0.98866
  -0.01278
  -2.02127
   1.16697
   1.09342
  -0.04074
   1.39243
  -0.24033
  -1.03255
   0.67060
   1.57445
   0.61221
  -1.13316
   0.09166
   0.16819
   0.08041
   1.28218
   0.59704
   0.32219
  -3.88665
  -3.07011
  -3.97635
  -4.22742
  -1.75687
  -2.69421
  -4.50878
  -3.85934
  -5.12175
  -5.10855
  -4.12690
  -3.66821
  -5.46588
  -4.51251
  -4.71469
  -4.53877
  -3.53682
  -4.10552
  -4.61904
  -3.34467
  -4.50141
  -4.88941
  -2.50865
  -4.68065
Metropolis acceptance rate for gamma = 0.27402



MCMCoprobit iteration 350001 of 1050000 
beta = 
   4.75263
  -0.16674
   3.17417
  -1.21615
   0.35007
   1.01023
   0.33208
  -1.73278
   1.05470
   1.07902
  -0.50378
   1.19042
  -0.90224
  -0.72477
   0.19557
   0.76636
   0.60073
  -1.32300
   0.21564
  -0.70376
   0.61713
   0.90204
   1.01573
   0.30960
  -4.22001
  -2.94141
  -3.69472
  -3.59711
  -1.45798
  -2.64072
  -4.51870
  -3.87891
  -4.71934
  -5.12233
  -4.13950
  -4.59108
  -5.34560
  -4.88732
  -4.86752
  -4.95284
  -3.30644
  -4.30036
  -4.87792
  -3.57965
  -4.55343
  -3.82054
  -3.01462
  -4.66849
Metropolis acceptance rate for gamma = 0.27398



MCMCoprobit iteration 360001 of 1050000 
beta = 
   4.97494
  -0.38831
   3.12642
  -1.25291
   0.75998
   0.24521
  -0.13173
  -2.71022
   0.52193
   0.47835
  -0.61529
   0.83379
  -1.03164
  -1.68403
  -0.04796
   1.37692
   0.08426
  -1.43729
  -0.26871
  -0.36392
  -0.20479
   0.59201
   0.72423
   0.00871
  -4.18054
  -3.38211
  -3.90819
  -4.02673
  -2.51323
  -2.67476
  -4.59671
  -4.03667
  -5.47518
  -5.03671
  -4.33669
  -4.43215
  -5.78915
  -4.96943
  -5.24897
  -5.27382
  -4.29123
  -4.88295
  -4.96639
  -3.56224
  -4.96015
  -4.45553
  -3.41286
  -4.80642
Metropolis acceptance rate for gamma = 0.27390



MCMCoprobit iteration 370001 of 1050000 
beta = 
   4.75263
   0.03570
   2.89679
  -1.50721
   0.42938
   0.74422
  -0.24467
  -2.09545
   1.43683
   1.57702
  -0.63878
   1.53118
  -0.79328
  -0.94249
   0.23470
   1.63691
  -0.00972
  -1.38650
  -0.07401
  -0.20282
  -0.06264
   0.89457
   1.48179
   0.41236
  -4.11131
  -3.17329
  -4.13707
  -4.17887
  -2.37928
  -3.68915
  -4.27476
  -4.00103
  -4.90853
  -5.34574
  -4.30310
  -4.58865
  -5.74359
  -4.89842
  -4.60999
  -5.02689
  -3.69902
  -4.45026
  -4.67377
  -3.37545
  -5.18387
  -4.24767
  -3.11406
  -4.96782
Metropolis acceptance rate for gamma = 0.27395



MCMCoprobit iteration 380001 of 1050000 
beta = 
   4.49416
   0.54169
   2.88836
  -1.25926
   0.88962
   1.18752
  -0.30946
  -1.73674
   1.16779
   1.46469
  -0.20236
   1.68011
  -0.74243
  -0.87467
   0.53999
   2.59648
   0.47171
  -1.15049
   0.48234
  -0.31120
   0.43150
   1.35240
   1.10201
   0.04651
  -3.63751
  -2.81717
  -3.22612
  -3.50578
  -1.56718
  -1.91163
  -4.51835
  -3.94738
  -4.89100
  -4.65099
  -3.90876
  -4.36878
  -5.64382
  -4.35252
  -4.55922
  -5.03834
  -3.10587
  -4.12282
  -4.27031
  -3.15391
  -4.71108
  -4.40422
  -2.99752
  -4.06778
Metropolis acceptance rate for gamma = 0.27394



MCMCoprobit iteration 390001 of 1050000 
beta = 
   5.30316
  -0.41094
   2.09553
  -1.98712
   0.20767
   0.54342
  -0.92322
  -2.40579
   0.48082
   0.59437
  -1.14324
   0.44515
  -1.76929
  -1.30481
  -0.39726
   1.39443
  -0.25616
  -1.77953
  -0.48041
  -0.42288
  -0.12060
   0.57116
   0.77733
  -0.27651
  -4.49223
  -3.53140
  -4.37328
  -4.49347
  -2.07641
  -2.35259
  -4.61296
  -4.26083
  -5.83967
  -5.60977
  -4.49625
  -4.62633
  -6.06644
  -5.56525
  -5.33834
  -5.49262
  -4.07823
  -5.05428
  -4.83957
  -4.23119
  -5.55149
  -4.79888
  -3.71505
  -4.93357
Metropolis acceptance rate for gamma = 0.27389



MCMCoprobit iteration 400001 of 1050000 
beta = 
   4.17185
  -0.32597
   4.35317
  -1.37714
   0.87504
   1.02281
   0.20022
  -1.59683
   1.31448
   1.48274
  -0.49962
   1.68947
  -0.41826
  -0.14981
   0.52441
   2.38346
   0.02996
  -1.06412
   0.01282
   0.16058
   0.45752
   1.37231
   1.63007
   0.18714
  -3.66268
  -2.59183
  -3.61808
  -3.71691
  -1.89052
  -2.46642
  -3.81800
  -4.00228
  -4.85582
  -4.89607
  -3.61430
  -3.99264
  -5.23057
  -4.14776
  -4.61265
  -4.23837
  -3.13251
  -4.45111
  -3.83741
  -2.93402
  -4.11317
  -3.49752
  -2.81404
  -4.31569
Metropolis acceptance rate for gamma = 0.27371



MCMCoprobit iteration 410001 of 1050000 
beta = 
   4.93525
   0.06892
   3.60469
  -1.63041
   0.86497
   0.95462
  -0.24194
  -2.03182
   1.12448
   1.12827
  -0.93176
   1.32257
  -1.04094
  -0.98595
   0.23842
   1.58778
  -0.13094
  -1.50704
  -0.37136
  -0.98543
   0.03869
   0.88791
   0.92483
   0.14067
  -3.80768
  -3.44281
  -4.13702
  -4.49784
  -2.35329
  -3.24560
  -5.09471
  -4.32296
  -5.50221
  -5.08378
  -4.03760
  -4.76247
  -5.51962
  -5.32531
  -4.81645
  -4.93629
  -3.58783
  -4.59759
  -4.51275
  -4.09599
  -4.84514
  -5.23327
  -3.57437
  -4.60577
Metropolis acceptance rate for gamma = 0.27344



MCMCoprobit iteration 420001 of 1050000 
beta = 
   4.81948
   0.08402
   3.36161
  -1.58035
   0.70013
   1.14240
   0.05446
  -2.22639
   0.84535
   1.24350
  -0.31108
   1.46731
  -1.15596
  -0.98893
   0.64143
   1.83430
   0.06100
  -1.93936
  -0.13145
  -0.14761
   0.08582
   1.09333
   1.20074
  -0.17493
  -3.57878
  -3.07917
  -3.91974
  -3.84927
  -1.66345
  -2.81649
  -4.66558
  -4.12003
  -4.75033
  -5.20334
  -4.01908
  -4.48818
  -5.47335
  -4.56106
  -4.95635
  -5.04846
  -4.08169
  -4.95108
  -4.90603
  -3.54016
  -5.01867
  -4.73533
  -3.03812
  -4.69323
Metropolis acceptance rate for gamma = 0.27359



MCMCoprobit iteration 430001 of 1050000 
beta = 
   4.81033
   0.04397
   2.39336
  -1.52823
   0.52246
   0.85128
  -0.04391
  -2.23826
   1.08414
   1.02804
  -0.61553
   1.56814
  -0.64235
  -1.07890
   0.35097
   1.44776
   0.13032
  -1.27137
  -0.27403
  -0.68059
   0.13776
   1.00489
   1.48937
   0.35578
  -4.29148
  -2.93051
  -4.10538
  -4.03147
  -1.85778
  -2.90776
  -4.42517
  -4.28445
  -4.83040
  -5.24241
  -3.81937
  -4.44253
  -5.55018
  -5.02303
  -4.69591
  -5.08212
  -3.62307
  -4.27071
  -4.41800
  -3.40105
  -4.53491
  -4.37623
  -3.20382
  -4.37021
Metropolis acceptance rate for gamma = 0.27378



MCMCoprobit iteration 440001 of 1050000 
beta = 
   5.00835
  -0.17549
   3.23799
  -1.95765
   0.37135
   0.92520
  -0.19505
  -2.09248
   0.41474
   1.17070
  -0.57780
   1.39953
  -0.99487
  -1.23852
   0.04960
   1.81550
  -0.26026
  -1.52100
   0.07918
  -0.98385
   0.01706
   1.10817
   1.00060
  -0.21156
  -3.63649
  -3.00191
  -3.87043
  -4.29425
  -2.27218
  -2.69657
  -4.87982
  -4.21745
  -5.40709
  -4.99470
  -4.56379
  -4.63466
  -5.96614
  -5.22068
  -5.11163
  -4.98481
  -3.54860
  -4.53781
  -4.74878
  -3.83712
  -4.99944
  -4.41191
  -3.20226
  -5.18328
Metropolis acceptance rate for gamma = 0.27382



MCMCoprobit iteration 450001 of 1050000 
beta = 
   5.36940
  -0.16291
   2.90012
  -1.61925
  -0.03098
   0.55899
  -0.41700
  -2.60899
   0.69670
   1.03841
  -1.06085
   1.31266
  -1.20661
  -1.63118
   0.36152
   1.07086
   0.08688
  -1.68871
   0.01779
  -0.76185
  -0.61123
   0.52893
   1.25168
   0.17221
  -4.75815
  -3.55261
  -4.28632
  -5.08389
  -2.21739
  -3.19948
  -5.09048
  -4.71496
  -5.91452
  -5.99170
  -4.86865
  -4.33090
  -6.22765
  -5.00216
  -5.66920
  -5.56027
  -5.06392
  -5.26034
  -5.36805
  -3.80303
  -5.24571
  -5.04663
  -3.70782
  -5.51615
Metropolis acceptance rate for gamma = 0.27392



MCMCoprobit iteration 460001 of 1050000 
beta = 
   4.90669
  -0.30995
   3.08955
  -1.82795
   0.35824
   0.67797
  -0.15860
  -2.22695
   0.68389
   0.67495
  -0.77781
   1.24028
  -1.40746
  -1.43498
  -0.02441
   2.10279
  -0.17144
  -1.59396
  -0.47212
  -0.48941
   0.12885
   0.97737
   0.74569
  -0.06867
  -3.73608
  -3.13615
  -3.78791
  -4.25106
  -2.09633
  -2.90134
  -4.58053
  -4.65953
  -5.36197
  -5.15872
  -4.04630
  -4.23268
  -5.37277
  -4.94901
  -4.98649
  -5.29013
  -3.97067
  -4.89392
  -4.87368
  -3.53995
  -4.88293
  -4.35687
  -3.31599
  -4.95415
Metropolis acceptance rate for gamma = 0.27385



MCMCoprobit iteration 470001 of 1050000 
beta = 
   5.15270
  -0.14011
   2.90991
  -1.51235
   0.42544
   1.10268
  -0.65223
  -2.43708
   1.18582
   1.31418
  -0.51027
   1.86524
  -0.86208
  -1.10523
   0.12669
   1.62941
   0.23696
  -1.65988
  -0.60993
  -0.19455
  -0.05497
   0.63475
   0.83661
  -0.08317
  -4.19725
  -3.74821
  -4.51513
  -4.65861
  -2.23873
  -2.92384
  -4.86445
  -4.70248
  -5.47300
  -5.51514
  -4.43010
  -4.22685
  -6.29158
  -4.78526
  -5.37092
  -5.52727
  -4.41403
  -5.05541
  -5.04759
  -4.13920
  -4.98473
  -5.11185
  -3.28599
  -4.95012
Metropolis acceptance rate for gamma = 0.27390



MCMCoprobit iteration 480001 of 1050000 
beta = 
   4.42995
  -0.22109
   3.09509
  -1.94638
   0.72347
   1.28927
  -0.04690
  -2.07966
   1.24707
   1.50139
  -0.39102
   1.65775
  -0.97108
  -0.68387
   0.79556
   1.13989
   0.32414
  -1.32561
  -0.11742
  -0.33684
   0.39549
   0.88124
   0.76914
   0.27210
  -3.68134
  -2.79360
  -4.11939
  -4.29633
  -2.10227
  -2.39851
  -4.30421
  -3.96044
  -4.66328
  -4.48405
  -3.85376
  -3.95452
  -5.17531
  -4.68332
  -4.83302
  -4.31690
  -3.58119
  -4.35161
  -3.67397
  -3.45587
  -4.06996
  -3.52916
  -3.00373
  -4.30533
Metropolis acceptance rate for gamma = 0.27403



MCMCoprobit iteration 490001 of 1050000 
beta = 
   4.81722
  -0.29230
   3.49440
  -1.48051
   0.35158
   1.26318
  -0.22452
  -1.91368
   1.25629
   0.76130
  -0.73600
   1.79148
  -1.44791
  -1.07221
   0.31557
   1.62244
   0.23765
  -1.67394
  -0.14331
  -0.20658
   0.17183
   0.83289
   1.13777
   0.18760
  -3.98275
  -2.92814
  -4.16620
  -3.76534
  -2.26682
  -3.04756
  -4.59594
  -3.88536
  -4.76473
  -5.48454
  -4.05234
  -4.45419
  -5.62233
  -4.52745
  -4.76872
  -5.21057
  -4.18295
  -4.41083
  -4.51300
  -3.67146
  -4.72500
  -4.53691
  -3.28718
  -4.73484
Metropolis acceptance rate for gamma = 0.27394



MCMCoprobit iteration 500001 of 1050000 
beta = 
   4.65171
  -0.97454
   2.90356
  -1.60277
  -0.06409
   0.72066
   0.03655
  -2.16836
   0.56016
   1.07585
  -0.72605
   1.22505
  -0.67217
  -0.90259
   0.37519
   1.63814
  -0.33850
  -1.36186
  -0.09804
  -0.44086
  -0.21790
   0.88885
   0.88992
  -0.22146
  -3.67836
  -3.24823
  -3.74711
  -3.67363
  -1.70426
  -2.45367
  -4.18049
  -4.34861
  -5.09274
  -4.66219
  -4.32143
  -4.53782
  -5.73848
  -4.75335
  -5.22037
  -4.69762
  -3.68210
  -4.51065
  -4.28864
  -3.63411
  -4.64836
  -4.37969
  -3.02317
  -4.31706
Metropolis acceptance rate for gamma = 0.27398



MCMCoprobit iteration 510001 of 1050000 
beta = 
   5.03012
  -0.02878
   3.18536
  -1.95287
   0.55424
   0.48894
  -0.33404
  -2.42950
   0.41911
   0.86965
  -1.12263
   0.93845
  -1.38075
  -1.71488
  -0.04913
   1.83016
  -0.36076
  -1.97900
  -0.40164
  -0.86777
  -0.13238
   0.23766
   1.19074
   0.13905
  -3.87394
  -3.29106
  -4.11077
  -4.39234
  -2.15695
  -3.14667
  -4.54501
  -4.30301
  -5.57678
  -5.40871
  -4.50182
  -4.64468
  -5.58194
  -5.37417
  -5.08214
  -5.59361
  -4.29373
  -4.87150
  -4.95764
  -3.40808
  -4.44725
  -4.85516
  -3.15191
  -5.00710
Metropolis acceptance rate for gamma = 0.27383



MCMCoprobit iteration 520001 of 1050000 
beta = 
   4.63216
  -0.14632
   2.64461
  -1.17768
   0.63690
   1.22821
  -0.35771
  -1.98486
   1.33882
   1.11938
  -0.22837
   1.44481
  -0.59277
  -1.14126
   0.50977
   1.86138
   0.22779
  -1.52129
   0.10441
  -0.34232
   0.49659
   1.07104
   1.06022
   0.39005
  -3.63271
  -2.57901
  -3.52696
  -3.90082
  -2.17601
  -2.14217
  -4.08918
  -3.74601
  -4.64263
  -4.69835
  -4.00214
  -4.40195
  -5.40626
  -4.59416
  -4.73421
  -4.72395
  -3.66859
  -4.34498
  -4.66264
  -3.48447
  -4.62160
  -3.92582
  -2.87776
  -4.39823
Metropolis acceptance rate for gamma = 0.27388



MCMCoprobit iteration 530001 of 1050000 
beta = 
   5.02809
  -0.13690
   2.74940
  -2.04991
   0.09271
   0.88795
  -0.51510
  -2.73470
   0.79984
   0.79503
  -1.35256
   1.47329
  -1.31061
  -1.12344
   0.03894
   1.04135
  -0.24297
  -1.68460
  -0.63216
  -0.98243
  -0.30504
   0.73781
   0.68134
  -0.44504
  -3.38554
  -3.51060
  -4.21022
  -4.29300
  -2.36968
  -2.64425
  -4.71810
  -4.31795
  -5.51176
  -5.47163
  -4.26989
  -4.53840
  -5.63580
  -5.22756
  -5.06612
  -4.98934
  -3.78143
  -4.90851
  -4.93523
  -4.08898
  -5.14779
  -4.18251
  -3.32421
  -4.54723
Metropolis acceptance rate for gamma = 0.27378



MCMCoprobit iteration 540001 of 1050000 
beta = 
   4.55631
   0.23452
   3.84572
  -1.07192
   0.75763
   1.35867
  -0.06100
  -1.78084
   1.09267
   1.61022
  -0.26216
   1.63075
  -0.72497
  -1.16068
   0.53975
   1.30610
  -0.13336
  -1.10978
   0.07054
   0.11118
   0.17966
   1.37083
   1.74610
   0.27956
  -3.40310
  -2.71189
  -3.78403
  -3.54991
  -1.36291
  -2.35100
  -4.55056
  -4.04676
  -5.06155
  -4.80508
  -3.87553
  -4.07715
  -5.60473
  -4.54181
  -5.00566
  -4.58195
  -3.34580
  -4.63572
  -4.80847
  -3.04906
  -4.60284
  -4.75290
  -3.22531
  -4.44288
Metropolis acceptance rate for gamma = 0.27393



MCMCoprobit iteration 550001 of 1050000 
beta = 
   4.45398
   0.34358
   3.51149
  -0.66845
   1.14427
   1.55773
   0.06909
  -2.20564
   1.77071
   1.08289
  -0.21953
   1.72575
  -0.66107
  -0.92014
   0.42824
   1.98615
   0.42014
  -1.12236
   0.42168
   0.10167
   0.30766
   1.30629
   1.78037
   0.47784
  -3.52247
  -2.70410
  -3.22575
  -3.57797
  -1.56109
  -2.73654
  -4.14376
  -3.60009
  -4.69201
  -4.82922
  -3.64882
  -4.26980
  -5.11150
  -4.77126
  -4.44952
  -4.28116
  -3.72953
  -4.41409
  -4.29913
  -3.69441
  -4.53591
  -4.49277
  -3.10818
  -4.06227
Metropolis acceptance rate for gamma = 0.27396



MCMCoprobit iteration 560001 of 1050000 
beta = 
   4.84676
  -0.12762
   2.91528
  -2.01244
   0.88091
   0.73753
  -0.37988
  -2.10698
   0.80569
   0.98766
  -0.74487
   0.88539
  -0.95041
  -1.39784
   0.19231
   1.24556
  -0.05632
  -1.10876
   0.12414
  -0.61563
   0.09853
   0.76128
   1.22138
   0.15509
  -3.87601
  -2.88381
  -3.97773
  -4.00132
  -1.80395
  -2.45274
  -4.32442
  -3.99248
  -4.82318
  -4.94628
  -3.96338
  -4.13352
  -5.75111
  -4.72515
  -4.94697
  -4.97510
  -4.02537
  -4.84775
  -4.43063
  -3.00602
  -4.62467
  -4.11075
  -3.07225
  -4.75854
Metropolis acceptance rate for gamma = 0.27387



MCMCoprobit iteration 570001 of 1050000 
beta = 
   4.67675
   0.31096
   3.13595
  -1.37674
   0.71879
   0.83672
  -0.50207
  -2.08646
   1.04673
   0.51229
  -0.47760
   1.46346
  -1.43766
  -0.78078
   0.65733
   1.04173
   0.45850
  -1.28896
   0.45854
  -0.45905
   0.51128
   1.17554
   1.16641
  -0.07470
  -3.88495
  -2.77818
  -3.90804
  -3.96727
  -1.64038
  -2.29591
  -4.56398
  -4.55125
  -4.85550
  -4.53552
  -4.17826
  -4.38899
  -5.22197
  -5.68094
  -4.51853
  -4.51270
  -3.53173
  -4.69407
  -4.20849
  -3.34906
  -3.89226
  -3.98428
  -2.67197
  -4.59163
Metropolis acceptance rate for gamma = 0.27409



MCMCoprobit iteration 580001 of 1050000 
beta = 
   4.56649
  -0.23762
   3.38147
  -0.88401
   0.69360
   1.26631
   0.23007
  -1.65114
   1.17979
   1.33310
  -0.31577
   1.51181
  -0.68112
  -0.92427
   0.37157
   1.20215
  -0.07314
  -1.15036
   0.28778
  -0.54206
   0.22678
   1.30711
   1.36668
   0.20263
  -3.57193
  -2.90216
  -3.61928
  -4.17949
  -1.52414
  -2.59400
  -4.22285
  -3.99365
  -4.44803
  -4.65680
  -3.86030
  -4.32583
  -5.33220
  -4.42769
  -4.44746
  -4.31668
  -2.98927
  -4.42818
  -3.96084
  -2.93769
  -4.33467
  -4.35023
  -2.92975
  -4.80844
Metropolis acceptance rate for gamma = 0.27401



MCMCoprobit iteration 590001 of 1050000 
beta = 
   4.50514
   0.39749
   3.40857
  -1.05209
   0.69525
   1.46096
  -0.08399
  -1.72971
   1.24506
   1.56360
   0.13687
   1.31920
  -0.71086
  -0.89354
   0.52267
   2.10448
   0.02932
  -0.92194
  -0.28152
  -0.31574
   0.27485
   1.24037
   1.59618
   0.15847
  -3.44413
  -2.95981
  -3.68265
  -3.97491
  -1.63476
  -1.94663
  -4.26123
  -3.86808
  -5.53881
  -4.96597
  -3.68820
  -4.30194
  -4.95998
  -4.74102
  -4.55677
  -5.06787
  -3.28000
  -4.51447
  -4.25832
  -3.29417
  -4.71994
  -3.48378
  -2.75072
  -4.03471
Metropolis acceptance rate for gamma = 0.27398



MCMCoprobit iteration 600001 of 1050000 
beta = 
   4.70055
   0.01403
   3.44014
  -1.69373
   0.86727
   1.03560
  -0.03372
  -2.44682
   1.01718
   1.60359
  -0.36708
   1.25789
  -0.69202
  -1.17915
   0.58228
   1.10281
   0.23239
  -0.98948
   0.31761
  -0.54218
   0.34402
   1.18788
   1.30387
  -0.05408
  -3.69490
  -3.25069
  -3.81657
  -4.00982
  -1.60401
  -2.48427
  -4.28173
  -3.57455
  -4.53648
  -4.80149
  -4.26749
  -4.13756
  -4.95940
  -4.64597
  -4.56549
  -4.70694
  -3.44187
  -4.37750
  -4.40438
  -3.60566
  -5.05868
  -4.39717
  -3.30806
  -4.12011
Metropolis acceptance rate for gamma = 0.27379



MCMCoprobit iteration 610001 of 1050000 
beta = 
   5.28683
  -0.92631
   2.35001
  -1.92790
   0.06336
   1.15019
  -0.82171
  -2.82377
   0.96171
   0.81822
  -1.29006
   0.68007
  -1.26278
  -2.03356
  -0.04572
   1.44710
  -0.39177
  -2.02454
  -0.76637
  -0.99251
  -0.37119
   0.73636
   0.72277
  -0.50338
  -4.58018
  -3.58336
  -4.39963
  -4.64379
  -2.48568
  -3.33573
  -5.20248
  -4.29674
  -5.32908
  -5.62186
  -4.52408
  -5.16007
  -6.12083
  -5.65035
  -5.59083
  -5.42329
  -3.97246
  -5.02225
  -5.38893
  -4.18119
  -5.23013
  -5.39485
  -3.81528
  -5.06299
Metropolis acceptance rate for gamma = 0.27392



MCMCoprobit iteration 620001 of 1050000 
beta = 
   5.23032
  -0.62483
   2.01916
  -2.36769
   0.02018
   0.46158
  -0.84716
  -2.61198
   0.60651
   0.76409
  -0.95136
   1.15165
  -1.41406
  -1.36507
  -0.06368
   1.93479
  -0.30344
  -1.87586
  -0.29744
  -0.79895
  -0.63554
   0.09368
   0.39275
  -0.33877
  -4.15052
  -3.12449
  -3.86596
  -4.69321
  -2.69102
  -3.23000
  -5.11870
  -4.82588
  -5.62584
  -5.69307
  -4.32651
  -4.60565
  -5.77421
  -5.31492
  -5.81458
  -4.86832
  -3.90593
  -4.87836
  -4.59472
  -3.81663
  -4.65792
  -4.62847
  -3.60663
  -4.88009
Metropolis acceptance rate for gamma = 0.27385



MCMCoprobit iteration 630001 of 1050000 
beta = 
   4.48995
   0.83593
   2.80692
  -1.55117
   0.75050
   0.85627
   0.29505
  -2.32872
   1.17555
   1.39553
  -0.97233
   1.54533
  -0.66311
  -1.10804
   0.64171
   1.64536
   0.00761
  -1.14597
   0.43149
  -0.09496
   0.39061
   1.07083
   1.29989
   0.09559
  -3.93095
  -3.04885
  -3.67845
  -4.33467
  -1.64034
  -2.37511
  -4.45323
  -3.93388
  -5.28960
  -5.36488
  -3.47531
  -3.76494
  -5.06735
  -4.27636
  -4.51022
  -4.76822
  -3.50874
  -4.24009
  -4.19891
  -3.23523
  -4.60784
  -4.04699
  -3.14794
  -4.48211
Metropolis acceptance rate for gamma = 0.27372



MCMCoprobit iteration 640001 of 1050000 
beta = 
   4.85560
  -0.41043
   3.21473
  -1.54260
   0.17759
   0.77574
  -0.99995
  -2.13423
   0.70269
   0.78786
  -0.80481
   0.92878
  -0.95040
  -1.67758
  -0.14872
   1.56347
   0.09932
  -1.72793
  -0.27540
  -0.67663
  -0.20994
   0.93913
   0.93693
  -0.08880
  -4.05238
  -3.11517
  -3.88496
  -4.45830
  -2.50984
  -2.57899
  -4.59714
  -4.08757
  -4.56289
  -5.12351
  -4.10234
  -4.14061
  -6.25165
  -4.48887
  -5.48968
  -4.78231
  -3.61769
  -4.73075
  -4.79167
  -4.31397
  -4.46358
  -3.87641
  -3.21279
  -4.52964
Metropolis acceptance rate for gamma = 0.27375



MCMCoprobit iteration 650001 of 1050000 
beta = 
   5.10908
  -0.39809
   3.10385
  -1.94880
   0.24353
   0.87335
   0.07866
  -2.36076
  -0.08596
   0.57225
  -1.03496
   1.39364
  -1.09064
  -1.41584
  -0.03540
   1.01245
  -0.20735
  -1.63644
  -0.54403
  -1.30146
  -0.30706
   0.58606
   1.06313
  -0.18293
  -4.18766
  -3.09191
  -4.78130
  -4.13431
  -2.27540
  -2.50605
  -5.02928
  -4.35949
  -5.41177
  -5.71422
  -4.67106
  -4.69934
  -5.68997
  -5.05271
  -4.97334
  -5.76441
  -4.09732
  -4.99283
  -5.08720
  -3.91047
  -5.25490
  -5.08911
  -3.44201
  -5.05610
Metropolis acceptance rate for gamma = 0.27392



MCMCoprobit iteration 660001 of 1050000 
beta = 
   4.85459
  -0.17847
   2.88790
  -1.67355
   0.14883
   0.90626
  -0.44210
  -1.74151
   0.80954
   1.12626
  -0.57990
   1.39460
  -0.73400
  -1.16350
   0.08880
   1.44956
  -0.35634
  -0.91264
  -0.35429
  -0.24167
  -0.16424
   1.27212
   1.09679
   0.15246
  -3.84967
  -3.17685
  -3.99085
  -4.46283
  -1.89744
  -2.77665
  -4.55959
  -4.09447
  -5.24603
  -4.96379
  -3.92157
  -4.70421
  -5.42685
  -4.89335
  -5.04983
  -5.27828
  -3.81649
  -4.54461
  -4.55075
  -3.85418
  -4.76360
  -4.32654
  -3.28695
  -4.64891
Metropolis acceptance rate for gamma = 0.27378



MCMCoprobit iteration 670001 of 1050000 
beta = 
   4.41091
   0.42800
   3.16581
  -1.39461
   0.60994
   1.39142
  -0.03267
  -1.76211
   1.40827
   1.20740
   0.00981
   1.58763
  -0.88089
  -0.59025
   0.75094
   2.20459
   0.03188
  -0.67679
  -0.25915
  -0.24816
   0.58048
   1.15268
   1.14862
   0.45456
  -3.64955
  -2.93625
  -3.36620
  -4.09071
  -1.13569
  -2.57402
  -3.80095
  -3.41569
  -4.79734
  -4.55076
  -3.42758
  -3.85659
  -5.07104
  -4.41584
  -4.77115
  -4.19658
  -3.30751
  -4.12574
  -4.47525
  -3.46124
  -3.85778
  -4.10008
  -2.53137
  -4.29996
Metropolis acceptance rate for gamma = 0.27369



MCMCoprobit iteration 680001 of 1050000 
beta = 
   4.39789
   0.07072
   3.08837
  -0.79306
   0.86359
   1.30130
  -0.20431
  -2.01418
   1.17304
   1.18098
  -0.53938
   1.75442
  -0.87249
  -0.12223
   0.82867
   2.09527
   0.84317
  -1.04303
   0.37418
  -0.12482
   0.51922
   1.22312
   1.59272
   0.15722
  -3.75350
  -2.71919
  -3.77904
  -3.54116
  -1.32733
  -1.90214
  -4.32410
  -4.46036
  -4.98193
  -4.29157
  -3.54909
  -4.28571
  -4.42702
  -4.33721
  -4.81566
  -4.28990
  -3.72295
  -4.37069
  -4.26189
  -3.30619
  -4.18732
  -4.33937
  -2.59952
  -4.56543
Metropolis acceptance rate for gamma = 0.27369



MCMCoprobit iteration 690001 of 1050000 
beta = 
   4.41502
   0.45517
   2.98119
  -1.12982
   0.84572
   1.29947
   0.47402
  -1.73526
   1.48293
   1.81977
  -0.06389
   2.11179
  -0.15985
  -0.83210
   0.62326
   1.79203
   0.09588
  -1.01409
   0.28902
  -0.39685
   0.37230
   1.22579
   1.48244
   0.31826
  -3.60544
  -2.47793
  -3.62494
  -3.79148
  -1.80635
  -1.88256
  -4.09434
  -3.78272
  -4.89933
  -4.87737
  -3.87980
  -3.85595
  -5.16531
  -4.53985
  -4.63160
  -4.70722
  -3.75433
  -4.12975
  -4.26591
  -2.64489
  -4.34599
  -4.06176
  -2.71646
  -3.71052
Metropolis acceptance rate for gamma = 0.27359



MCMCoprobit iteration 700001 of 1050000 
beta = 
   4.88013
  -0.28871
   2.93650
  -1.62916
   0.63155
   0.69170
  -0.45065
  -2.51430
   0.89203
   0.76684
  -0.96127
   0.64278
  -0.91064
  -0.84705
   0.22875
   1.57532
   0.21923
  -1.35769
  -0.45791
  -0.94717
   0.11117
   0.93228
   1.17125
   0.38234
  -3.69595
  -2.89243
  -3.49930
  -4.85587
  -2.02768
  -3.04083
  -4.85170
  -4.59810
  -5.76200
  -5.31407
  -3.90200
  -4.48546
  -5.37061
  -5.45187
  -5.20851
  -4.90290
  -3.66764
  -4.66020
  -4.48729
  -3.70059
  -4.85088
  -4.34132
  -3.62383
  -4.85831
Metropolis acceptance rate for gamma = 0.27356



MCMCoprobit iteration 710001 of 1050000 
beta = 
   4.76378
   0.44531
   3.23172
  -1.67648
   0.70510
   1.15803
   0.10382
  -2.43949
   1.60324
   1.42482
  -0.37943
   0.97816
  -1.09732
  -0.94032
   0.26983
   1.91258
  -0.16148
  -1.16596
   0.03679
  -1.01085
   0.22120
   1.53210
   1.11663
   0.10405
  -3.80683
  -3.15416
  -4.22420
  -4.35088
  -2.07227
  -2.31691
  -4.17768
  -4.43133
  -4.87759
  -5.43528
  -4.08533
  -4.18448
  -5.73047
  -5.01203
  -4.94128
  -5.02914
  -3.83279
  -4.55223
  -4.57324
  -3.34057
  -4.83846
  -4.74161
  -2.97849
  -4.46318
Metropolis acceptance rate for gamma = 0.27372



MCMCoprobit iteration 720001 of 1050000 
beta = 
   5.08434
  -0.87042
   2.83531
  -2.13907
   0.61240
   0.61526
  -0.35652
  -2.58956
   0.38274
   0.67329
  -0.72792
   0.72397
  -1.04589
  -1.52900
   0.17460
   0.77015
  -0.55152
  -1.55541
  -0.41605
  -0.67920
  -0.36144
   0.71876
   0.78354
  -0.23247
  -3.91983
  -3.06398
  -4.36608
  -4.62599
  -2.29736
  -2.73344
  -4.70990
  -4.44743
  -5.29473
  -5.34224
  -3.98880
  -4.54942
  -5.92813
  -5.31137
  -5.41527
  -4.93595
  -3.96396
  -4.91677
  -4.77894
  -3.99410
  -4.85308
  -4.88192
  -3.29199
  -4.67851
Metropolis acceptance rate for gamma = 0.27378



MCMCoprobit iteration 730001 of 1050000 
beta = 
   4.65191
  -0.04586
   4.00974
  -1.45153
   0.70958
   1.05796
   0.01574
  -2.16101
   0.97162
   1.31141
  -0.69077
   2.08360
  -1.06681
  -1.38879
   0.56262
   1.92812
  -0.32343
  -1.47154
   0.13062
  -0.73149
  -0.03316
   0.71349
   1.28822
  -0.16920
  -3.94863
  -2.87913
  -3.70321
  -3.96220
  -1.59523
  -2.44045
  -4.49072
  -4.07207
  -5.33046
  -5.05758
  -3.91148
  -4.36575
  -5.72096
  -4.68089
  -5.05496
  -4.82229
  -3.98962
  -4.52172
  -4.27676
  -3.89231
  -4.53862
  -4.34429
  -2.79164
  -4.86439
Metropolis acceptance rate for gamma = 0.27386



MCMCoprobit iteration 740001 of 1050000 
beta = 
   4.42214
  -0.40151
   3.02493
  -1.24806
   0.52941
   0.77381
   0.06791
  -2.30555
   0.61444
   0.65167
  -0.74147
   1.09828
  -1.18327
  -1.42720
   0.05899
   1.50672
  -0.19452
  -0.94808
  -0.17405
  -0.60615
   0.05204
   0.45878
   1.07762
   0.07147
  -3.39488
  -2.74864
  -3.60018
  -3.67237
  -1.86803
  -2.12847
  -4.19894
  -3.68737
  -4.34031
  -4.37054
  -3.39987
  -4.49875
  -5.30701
  -4.57085
  -4.74749
  -4.34085
  -3.74443
  -4.38408
  -4.22626
  -3.55666
  -4.67664
  -3.90543
  -2.80078
  -4.34282
Metropolis acceptance rate for gamma = 0.27374



MCMCoprobit iteration 750001 of 1050000 
beta = 
   4.94664
  -0.34459
   3.28823
  -1.85175
   0.55154
   0.76812
   0.05342
  -2.22044
   0.59281
   1.22927
  -0.82950
   1.53542
  -1.31570
  -1.19809
   0.04157
   1.71250
  -0.03272
  -1.21172
  -0.08248
  -0.96972
  -0.14382
   1.15341
   1.00001
   0.14394
  -4.40019
  -3.09228
  -3.61377
  -4.29706
  -2.02060
  -2.64262
  -4.77981
  -4.43343
  -5.26653
  -5.70856
  -4.16699
  -4.30496
  -5.79059
  -5.03008
  -5.12337
  -5.48183
  -3.94006
  -4.32859
  -4.88853
  -3.65849
  -4.66717
  -4.51896
  -3.21047
  -4.80486
Metropolis acceptance rate for gamma = 0.27374



MCMCoprobit iteration 760001 of 1050000 
beta = 
   4.94035
  -0.47122
   2.90007
  -1.56863
   0.23476
   1.11239
  -0.70222
  -2.22754
   0.82218
   0.92310
  -0.63564
   1.30602
  -1.02690
  -1.26032
   0.13425
   1.38387
  -0.28528
  -1.61124
  -0.57559
  -0.93390
  -0.14339
   0.51331
   1.14116
  -0.59202
  -4.14797
  -3.03866
  -4.05209
  -4.56218
  -1.90529
  -2.79433
  -4.77675
  -4.38085
  -5.44649
  -5.27777
  -4.22773
  -4.53708
  -5.50769
  -4.79905
  -5.16387
  -5.28137
  -4.00020
  -4.76027
  -4.68589
  -4.06220
  -4.55214
  -4.73511
  -3.52336
  -4.30429
Metropolis acceptance rate for gamma = 0.27369



MCMCoprobit iteration 770001 of 1050000 
beta = 
   4.91206
   0.11604
   2.21932
  -1.84748
   0.18128
   0.49891
  -0.16051
  -2.24095
   0.38688
   0.83363
  -1.07313
   1.15209
  -1.09992
  -1.06368
  -0.06561
   1.09458
  -0.24782
  -1.59461
  -0.60353
  -0.52363
  -0.08285
   0.76073
   0.53177
  -0.29225
  -3.73881
  -3.16289
  -3.53776
  -4.54478
  -2.10087
  -3.03593
  -4.39381
  -4.32830
  -4.50570
  -5.34431
  -4.33476
  -4.73513
  -5.36697
  -4.96082
  -5.42219
  -5.05836
  -3.96806
  -4.55463
  -4.87930
  -3.91940
  -4.94763
  -4.09900
  -2.96603
  -5.17060
Metropolis acceptance rate for gamma = 0.27368



MCMCoprobit iteration 780001 of 1050000 
beta = 
   4.22470
  -0.48003
   2.87882
  -0.96655
   0.93385
   1.25068
   0.14076
  -2.01674
   0.84268
   1.25970
  -0.48576
   1.97010
  -0.62436
  -0.75414
   0.43725
   1.37820
   0.34432
  -0.71492
  -0.04375
  -0.39867
   0.09023
   0.65475
   1.02011
   0.20351
  -3.78553
  -2.81866
  -3.25423
  -3.36316
  -1.76049
  -2.23549
  -4.26889
  -3.79727
  -4.78754
  -4.58761
  -3.90544
  -4.08342
  -4.52961
  -4.32887
  -4.57596
  -4.34133
  -3.24056
  -4.23190
  -3.97894
  -3.25580
  -4.00229
  -4.09173
  -2.51005
  -4.08850
Metropolis acceptance rate for gamma = 0.27358



MCMCoprobit iteration 790001 of 1050000 
beta = 
   5.04560
  -0.24790
   3.41543
  -2.03046
   0.31186
   0.68227
  -0.88287
  -2.41039
   0.15917
   0.42165
  -0.77515
   1.48792
  -1.11202
  -1.67118
  -0.19468
   0.85424
  -0.55055
  -1.83839
  -0.39624
  -0.67505
  -0.25343
   0.57674
   0.52010
  -0.54255
  -4.10027
  -3.40898
  -4.27967
  -4.61372
  -2.14238
  -2.93878
  -5.03790
  -4.04183
  -5.60684
  -5.29440
  -4.53074
  -4.73056
  -5.65801
  -4.45133
  -5.22292
  -5.05787
  -3.65023
  -4.98823
  -5.08265
  -3.79411
  -4.63526
  -5.09093
  -3.77191
  -4.65696
Metropolis acceptance rate for gamma = 0.27352



MCMCoprobit iteration 800001 of 1050000 
beta = 
   4.89427
   0.05452
   3.09458
  -1.28475
   0.59263
   0.81124
  -0.00307
  -1.98740
   0.81465
   1.12863
  -0.79149
   0.90853
  -0.81335
  -1.29243
  -0.10405
   1.49717
  -0.35933
  -1.45087
  -0.10613
  -0.68879
  -0.15169
   0.81192
   0.95030
  -0.38135
  -3.69590
  -3.04125
  -3.84388
  -3.79894
  -1.58155
  -2.88246
  -5.01880
  -4.53066
  -5.50933
  -5.36109
  -4.32670
  -4.66442
  -5.40494
  -4.66098
  -5.27820
  -5.06094
  -3.83135
  -4.70083
  -4.51606
  -3.77731
  -4.99100
  -4.81763
  -2.93599
  -4.81718
Metropolis acceptance rate for gamma = 0.27340



MCMCoprobit iteration 810001 of 1050000 
beta = 
   5.45727
   0.08018
   2.91708
  -2.11846
   0.23320
   0.71079
  -0.75462
  -2.76695
   0.52968
   0.91541
  -1.37009
   1.03858
  -1.15469
  -2.04301
   0.11822
   0.88823
  -0.16668
  -1.16433
  -0.21411
  -0.73952
  -0.40790
   0.77892
   0.73801
  -0.00343
  -4.47981
  -3.90513
  -4.71375
  -4.76371
  -2.84703
  -3.62743
  -5.39316
  -4.85115
  -5.69254
  -5.48423
  -4.87173
  -5.17458
  -6.61982
  -5.51943
  -6.02857
  -5.86466
  -4.32362
  -5.24211
  -5.19690
  -4.98654
  -5.66957
  -5.50042
  -3.58545
  -5.23000
Metropolis acceptance rate for gamma = 0.27337



MCMCoprobit iteration 820001 of 1050000 
beta = 
   4.73716
  -0.32748
   2.93319
  -1.73140
   0.62503
   1.05981
  -0.14555
  -2.23511
   1.06267
   0.90388
  -0.67125
   1.50797
  -0.93082
  -1.52245
   0.35456
   1.47328
   0.09841
  -0.85260
  -0.37639
  -0.66886
   0.21410
   1.10044
   1.53597
   0.42834
  -3.87372
  -2.99829
  -3.87259
  -4.38780
  -1.88731
  -2.63473
  -4.47778
  -3.92634
  -5.47594
  -4.91646
  -3.90078
  -4.33261
  -5.04263
  -4.62072
  -4.67155
  -4.66723
  -3.24198
  -4.42193
  -4.79884
  -3.90967
  -4.64096
  -4.33207
  -3.29284
  -4.47894
Metropolis acceptance rate for gamma = 0.27341



MCMCoprobit iteration 830001 of 1050000 
beta = 
   4.81519
  -0.10280
   2.97985
  -1.82796
   0.83783
   1.04048
  -0.37467
  -2.05108
   0.96572
   0.62804
  -0.34103
   1.62327
  -0.58044
  -0.89754
   0.47278
   1.73918
  -0.15973
  -1.10295
  -0.11583
  -0.33538
  -0.00964
   0.88593
   1.12952
  -0.01050
  -4.14649
  -3.15939
  -4.63212
  -4.30896
  -1.42874
  -3.07499
  -4.62578
  -3.95422
  -4.81383
  -4.97135
  -4.27388
  -4.81484
  -5.78648
  -4.72884
  -4.48273
  -4.89031
  -3.67786
  -4.70170
  -4.24159
  -3.88731
  -4.79450
  -4.52503
  -3.17846
  -4.44886
Metropolis acceptance rate for gamma = 0.27332



MCMCoprobit iteration 840001 of 1050000 
beta = 
   4.17627
   0.30995
   3.45014
  -1.29886
   1.04409
   1.66574
  -0.18898
  -1.77463
   1.22679
   1.72586
  -0.16206
   1.66074
  -0.79609
  -0.90183
   0.57680
   2.54308
   0.87594
  -0.62602
   0.48832
  -0.47467
   0.82457
   1.30282
   1.55593
   0.42299
  -2.85576
  -2.45904
  -3.13371
  -3.57490
  -1.16384
  -2.15474
  -4.10554
  -3.46115
  -4.79223
  -4.80076
  -3.74490
  -4.19054
  -4.49493
  -4.05643
  -4.34083
  -3.97963
  -2.87099
  -4.24572
  -3.78412
  -3.31499
  -4.40701
  -4.03908
  -2.59293
  -4.21026
Metropolis acceptance rate for gamma = 0.27339



MCMCoprobit iteration 850001 of 1050000 
beta = 
   4.77050
   0.46188
   2.69359
  -1.18191
   0.61815
   0.93921
  -0.57011
  -1.94739
   1.06356
   0.99266
  -0.68557
   1.58329
  -1.19612
  -1.29795
   0.32853
   1.42019
  -0.25093
  -1.27945
  -0.08048
  -0.25308
   0.04001
   1.19462
   0.86503
  -0.36778
  -3.98893
  -3.24116
  -3.85563
  -4.25608
  -1.92094
  -2.65986
  -4.74511
  -4.08317
  -5.26497
  -5.36610
  -4.27734
  -4.47549
  -5.88031
  -4.97136
  -4.52915
  -4.81513
  -3.52413
  -4.90674
  -4.78320
  -3.27718
  -4.52207
  -4.86498
  -3.27015
  -4.50794
Metropolis acceptance rate for gamma = 0.27337



MCMCoprobit iteration 860001 of 1050000 
beta = 
   4.64405
  -0.00661
   2.54936
  -1.35631
   0.88749
   1.32426
   0.00645
  -2.38477
   1.19499
   1.28556
  -0.62230
   1.28943
  -0.40592
  -0.83042
   0.70396
   1.52487
   0.04753
  -1.17254
   0.13399
  -0.61883
  -0.10347
   1.03363
   1.45464
  -0.18265
  -4.08697
  -3.28355
  -3.80420
  -4.25062
  -1.53412
  -2.58744
  -4.61891
  -4.05934
  -5.11879
  -4.66826
  -3.84165
  -4.20709
  -5.55263
  -5.07259
  -4.44777
  -5.41454
  -3.99092
  -4.49906
  -4.66333
  -3.32793
  -4.38953
  -4.64857
  -2.66605
  -4.65784
Metropolis acceptance rate for gamma = 0.27329



MCMCoprobit iteration 870001 of 1050000 
beta = 
   4.90165
   0.17837
   2.81140
  -1.59453
   0.48757
   0.92856
  -0.17869
  -2.14395
   1.06887
   0.66527
  -0.70456
   1.49904
  -0.89902
  -1.49558
   0.27119
   1.43738
  -0.04763
  -1.36680
   0.35318
  -0.47468
  -0.23565
   1.03578
   0.87775
  -0.01376
  -4.09805
  -3.37882
  -3.81455
  -4.33463
  -2.38256
  -2.54036
  -4.72136
  -4.11545
  -5.22131
  -5.41320
  -3.75821
  -4.74169
  -5.58637
  -4.87281
  -5.18045
  -5.29352
  -3.85418
  -4.95924
  -4.26327
  -3.59034
  -5.08100
  -4.26215
  -2.80671
  -4.62516
Metropolis acceptance rate for gamma = 0.27331



MCMCoprobit iteration 880001 of 1050000 
beta = 
   4.67191
  -0.28805
   3.35570
  -1.40113
   0.35353
   0.78853
   0.15139
  -1.68342
   0.63669
   0.84397
  -0.63345
   1.02215
  -1.08902
  -0.93046
   0.26465
   1.46758
  -0.26630
  -1.25447
   0.00317
  -0.79043
   0.22220
   1.32069
   1.12099
   0.12598
  -4.05686
  -2.93185
  -3.62719
  -4.10251
  -2.02867
  -2.78758
  -4.65652
  -3.73608
  -5.40060
  -4.81536
  -4.23588
  -4.73784
  -5.89349
  -4.58466
  -4.89001
  -4.79854
  -3.87169
  -4.27662
  -4.62449
  -3.29094
  -4.78162
  -4.50014
  -2.87529
  -4.45036
Metropolis acceptance rate for gamma = 0.27347



MCMCoprobit iteration 890001 of 1050000 
beta = 
   4.44967
   0.50267
   2.83853
  -1.34457
   0.43604
   0.88834
  -0.18719
  -2.00633
   0.54265
   1.29213
  -0.24106
   1.29068
  -0.74981
  -0.79702
   0.32716
   1.77024
  -0.19632
  -1.06964
  -0.03550
  -0.55053
   0.22270
   0.51706
   0.76528
   0.20683
  -3.46565
  -2.94858
  -3.58106
  -3.69741
  -1.80199
  -2.22500
  -4.05367
  -4.05874
  -4.44099
  -4.46592
  -3.55445
  -4.18299
  -5.37390
  -4.10512
  -4.46018
  -5.03201
  -3.55557
  -4.45902
  -3.82600
  -3.62450
  -4.04866
  -3.79696
  -2.57741
  -4.14268
Metropolis acceptance rate for gamma = 0.27340



MCMCoprobit iteration 900001 of 1050000 
beta = 
   4.61267
  -0.67188
   2.94128
  -1.57223
   0.54357
   0.99328
  -0.33238
  -2.19968
   1.25609
   1.12868
  -0.40843
   0.88869
  -0.73194
  -1.09117
   0.16444
   1.37731
   0.13101
  -0.61292
  -0.30722
  -0.44316
  -0.15187
   0.99544
   0.86351
   0.33685
  -3.64502
  -2.82656
  -3.74642
  -3.73330
  -1.94613
  -2.97303
  -4.34360
  -4.33774
  -5.04724
  -5.04456
  -3.71809
  -3.92872
  -5.22446
  -4.56717
  -5.09616
  -5.13223
  -3.74289
  -4.55938
  -4.48891
  -3.46899
  -4.71740
  -4.44268
  -3.23852
  -4.33465
Metropolis acceptance rate for gamma = 0.27326



MCMCoprobit iteration 910001 of 1050000 
beta = 
   4.89176
  -0.09835
   2.41878
  -2.04213
   0.39744
   0.58980
  -0.52543
  -2.12705
   0.39177
   1.07348
  -0.80469
   1.04716
  -1.04458
  -1.54579
   0.12979
   1.39209
  -0.00860
  -1.39494
  -0.74222
  -1.33934
  -0.41494
   0.80466
   0.73432
   0.29263
  -4.28854
  -3.39019
  -4.15413
  -3.96018
  -2.32641
  -3.25395
  -4.58442
  -3.98355
  -5.16961
  -5.48352
  -4.77875
  -4.18664
  -5.49694
  -4.80542
  -5.12100
  -4.99191
  -4.50318
  -4.91516
  -4.79049
  -3.61894
  -4.80175
  -5.06225
  -3.40286
  -4.56569
Metropolis acceptance rate for gamma = 0.27323



MCMCoprobit iteration 920001 of 1050000 
beta = 
   4.62758
   0.21655
   3.72710
  -1.22290
   0.73528
   1.32340
  -0.03775
  -2.05988
   1.04920
   0.61315
  -0.24311
   1.82644
  -0.96470
  -1.00568
   0.33375
   1.56159
   0.18968
  -1.10525
   0.12767
  -0.11693
  -0.14418
   1.42534
   1.25503
   0.30208
  -3.72722
  -2.94492
  -3.74364
  -3.88008
  -1.70525
  -2.33553
  -4.62245
  -3.80576
  -4.77440
  -5.02151
  -3.94815
  -3.72854
  -5.18240
  -4.27843
  -4.79713
  -4.30165
  -3.74310
  -4.67410
  -4.28416
  -3.19183
  -4.44129
  -4.48428
  -3.33735
  -4.52546
Metropolis acceptance rate for gamma = 0.27313



MCMCoprobit iteration 930001 of 1050000 
beta = 
   4.58661
  -0.11309
   3.77638
  -1.26253
   0.78345
   1.24355
   0.20843
  -1.97750
   0.88572
   1.85533
  -0.52350
   1.65453
  -0.69001
  -1.06327
   0.46336
   1.50347
   0.42152
  -1.26291
   0.31295
  -0.35452
   0.34602
   1.24610
   1.46163
   0.24006
  -3.97527
  -2.94951
  -3.58913
  -3.99348
  -1.65029
  -2.13164
  -4.35182
  -4.09879
  -4.87094
  -4.83115
  -3.74477
  -4.13495
  -5.65581
  -4.94217
  -4.90561
  -4.85840
  -3.62622
  -4.49218
  -4.31320
  -3.63976
  -4.83138
  -4.11428
  -3.03229
  -4.51288
Metropolis acceptance rate for gamma = 0.27310



MCMCoprobit iteration 940001 of 1050000 
beta = 
   4.73612
   0.62321
   2.63297
  -1.23805
   1.01727
   0.83155
  -0.12663
  -2.23064
   0.70714
   1.63985
  -0.72404
   0.92017
  -1.12820
  -1.14460
   0.38195
   1.61863
   0.11273
  -1.11068
   0.41261
  -0.27928
   0.03387
   0.79387
   1.07359
   0.51781
  -4.09283
  -2.90652
  -3.97493
  -3.65686
  -1.97437
  -1.93444
  -4.73409
  -4.05145
  -4.69313
  -4.85375
  -3.88390
  -4.59796
  -5.80097
  -4.62325
  -4.60251
  -4.49822
  -3.66809
  -4.91616
  -4.48762
  -3.54019
  -4.44151
  -4.46417
  -2.87699
  -4.31905
Metropolis acceptance rate for gamma = 0.27322



MCMCoprobit iteration 950001 of 1050000 
beta = 
   5.01293
  -0.15046
   2.49900
  -1.80413
   0.68992
   0.74848
  -0.32301
  -2.35982
   0.77573
   0.93691
  -0.61844
   1.07175
  -0.93967
  -1.55034
   0.16850
   0.42002
  -0.13931
  -1.17227
  -0.19107
  -0.43648
  -0.29388
   1.04409
   0.65762
  -0.01940
  -4.06902
  -3.23798
  -4.22890
  -4.34694
  -2.41036
  -2.75480
  -4.72282
  -4.30040
  -5.33534
  -5.34163
  -4.39810
  -4.72172
  -5.44501
  -4.80742
  -5.22138
  -5.19270
  -4.11399
  -4.94335
  -4.50843
  -3.43676
  -5.13900
  -4.67289
  -3.85258
  -4.42341
Metropolis acceptance rate for gamma = 0.27314



MCMCoprobit iteration 960001 of 1050000 
beta = 
   4.72704
  -0.00159
   3.05625
  -0.71621
   0.55173
   0.98447
   0.07764
  -2.40005
   1.17419
   1.08920
  -0.80599
   1.50390
  -1.16505
  -1.24746
   0.08599
   1.39799
  -0.03396
  -1.30354
   0.09457
  -0.68327
   0.10017
   0.95382
   0.66091
   0.10383
  -3.93407
  -3.19677
  -3.69834
  -4.27629
  -1.95488
  -2.62566
  -4.27193
  -3.75540
  -5.06648
  -5.38422
  -4.26210
  -4.26068
  -5.41050
  -4.74142
  -4.87288
  -5.12602
  -3.61433
  -4.32749
  -4.52936
  -3.80061
  -4.82648
  -3.88237
  -2.92370
  -4.97085
Metropolis acceptance rate for gamma = 0.27317



MCMCoprobit iteration 970001 of 1050000 
beta = 
   5.02440
  -0.45152
   2.44586
  -1.57587
   0.19171
   0.50344
  -0.06739
  -2.41928
   0.68236
   0.71587
  -0.65444
   0.81423
  -0.79387
  -1.51915
   0.41664
   2.13253
  -0.01586
  -1.50116
  -0.43713
  -0.57515
   0.24673
   1.08880
   0.94810
  -0.10130
  -3.81051
  -2.98799
  -4.29728
  -4.44938
  -2.34927
  -2.50987
  -4.68254
  -4.34338
  -5.07940
  -5.51336
  -3.99121
  -4.59029
  -5.27201
  -4.69107
  -4.88545
  -5.10000
  -3.89316
  -4.87668
  -4.77967
  -3.89561
  -4.89000
  -4.62714
  -3.35729
  -5.04301
Metropolis acceptance rate for gamma = 0.27317



MCMCoprobit iteration 980001 of 1050000 
beta = 
   4.56432
   0.17488
   3.16199
  -1.23191
   0.95299
   1.27154
   0.13632
  -1.59568
   1.13718
   1.63276
  -0.43384
   1.98079
  -0.48967
  -0.68047
   0.32378
   1.92501
   0.54463
  -0.79408
  -0.05170
  -0.28666
   0.59547
   1.46278
   1.60073
   0.79660
  -3.83778
  -2.80405
  -3.84643
  -3.83915
  -1.67170
  -2.48844
  -4.39247
  -3.51708
  -5.28795
  -4.86653
  -4.13764
  -3.83495
  -5.92315
  -4.64462
  -4.61642
  -4.87372
  -3.07624
  -4.33320
  -4.09735
  -3.21508
  -4.47375
  -4.14430
  -2.67240
  -4.58128
Metropolis acceptance rate for gamma = 0.27314



MCMCoprobit iteration 990001 of 1050000 
beta = 
   4.93068
  -0.97221
   2.90142
  -2.06890
   0.43274
   0.55991
  -0.53815
  -2.65923
   0.47706
   0.54030
  -0.95382
   1.46901
  -1.29352
  -1.63435
  -0.26083
   0.71717
  -0.65235
  -1.54112
  -0.46997
  -0.99955
   0.34352
   0.75589
   0.66157
  -0.52671
  -3.55078
  -3.23464
  -3.89429
  -4.21812
  -2.36318
  -3.24281
  -4.64854
  -4.27929
  -5.41603
  -5.60285
  -4.56016
  -4.54480
  -6.19944
  -4.92514
  -5.02145
  -4.80501
  -4.02910
  -4.95607
  -5.03775
  -3.81174
  -4.96970
  -4.50862
  -3.29724
  -5.28839
Metropolis acceptance rate for gamma = 0.27318



MCMCoprobit iteration 1000001 of 1050000 
beta = 
   4.55335
   0.20581
   3.85483
  -1.09705
   0.22685
   1.30461
  -0.02440
  -1.52005
   1.23278
   1.37338
  -0.44646
   1.63080
  -0.81870
  -1.21953
   0.25780
   1.50438
  -0.47240
  -1.46767
   0.57462
  -0.50933
   0.59951
   1.15165
   1.33731
   0.42303
  -3.77248
  -2.94917
  -3.35920
  -3.78680
  -1.53601
  -2.50674
  -4.42180
  -3.84820
  -4.76523
  -4.61034
  -3.83727
  -3.96742
  -5.55473
  -5.12412
  -4.07463
  -4.79073
  -3.65454
  -4.62904
  -4.27392
  -2.96722
  -4.54327
  -4.04724
  -2.89342
  -4.45344
Metropolis acceptance rate for gamma = 0.27322



MCMCoprobit iteration 1010001 of 1050000 
beta = 
   4.35893
   0.52341
   3.67615
  -1.03892
   0.72024
   1.65925
  -0.00049
  -1.83273
   1.30874
   1.72782
  -0.38308
   1.64666
  -0.77768
  -0.42388
   1.05184
   1.93369
   0.61607
  -0.47761
   0.72051
   0.05055
   0.51295
   1.28900
   1.77760
   0.48409
  -3.37031
  -2.66315
  -3.55822
  -3.55103
  -1.43791
  -2.10961
  -4.06837
  -3.79956
  -4.53094
  -5.35908
  -3.49225
  -4.04535
  -5.12064
  -4.38375
  -4.57713
  -4.40289
  -2.87351
  -4.27576
  -4.15303
  -3.45300
  -4.58774
  -3.63188
  -2.78771
  -4.46045
Metropolis acceptance rate for gamma = 0.27322



MCMCoprobit iteration 1020001 of 1050000 
beta = 
   4.86547
   0.19536
   3.03554
  -1.65985
   0.55914
   0.84625
  -0.33984
  -1.88724
   0.81516
   0.81912
  -0.72097
   1.49526
  -1.28223
  -0.76086
   0.29571
   0.48852
  -0.15684
  -1.53318
  -0.05177
  -0.39431
   0.21946
   0.59441
   0.71397
  -0.07580
  -4.18283
  -3.52337
  -4.17148
  -3.82984
  -2.05132
  -2.52947
  -4.65749
  -4.06278
  -5.53976
  -5.27477
  -4.10885
  -4.28549
  -5.90204
  -4.71549
  -5.32237
  -5.11475
  -4.43654
  -4.80037
  -4.67601
  -3.60179
  -4.61591
  -4.56097
  -3.61034
  -4.67165
Metropolis acceptance rate for gamma = 0.27331



MCMCoprobit iteration 1030001 of 1050000 
beta = 
   4.72777
  -0.18496
   2.70440
  -1.54836
   0.46243
   0.60941
  -0.35675
  -2.76608
   0.75614
   0.86250
  -1.09780
   1.66207
  -0.99377
  -1.14723
   0.10098
   1.27380
  -0.03715
  -1.21499
  -0.32057
  -0.37955
  -0.32656
   0.79898
   1.10370
   0.17543
  -3.88049
  -2.76947
  -4.21926
  -4.14219
  -2.01398
  -2.65155
  -4.64960
  -4.25099
  -4.62732
  -5.52156
  -4.06879
  -4.41887
  -5.34727
  -4.77980
  -4.76720
  -4.74560
  -3.59406
  -4.39501
  -4.59752
  -3.10749
  -4.06762
  -4.24962
  -2.82846
  -4.48257
Metropolis acceptance rate for gamma = 0.27326



MCMCoprobit iteration 1040001 of 1050000 
beta = 
   5.32111
   0.14450
   2.11744
  -2.35169
   0.15652
   0.39894
  -0.94998
  -2.35385
   0.42061
   0.56392
  -1.55978
   1.14911
  -1.32706
  -1.17820
  -0.33342
   1.12425
  -0.60864
  -1.86317
  -0.42407
  -1.03820
  -0.48651
   0.29414
   1.08092
  -0.13199
  -4.22843
  -3.62207
  -4.17575
  -4.48672
  -2.36794
  -2.71762
  -5.09501
  -4.43888
  -5.78533
  -5.40483
  -4.56430
  -4.39959
  -5.96847
  -5.17490
  -5.60291
  -5.59910
  -4.27760
  -5.13374
  -4.95686
  -3.84650
  -5.48503
  -4.63348
  -3.66472
  -4.93580
Metropolis acceptance rate for gamma = 0.27321



@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
The Metropolis acceptance rate for beta was 0.27338
@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
> 
> 
> save(b2.M1.out, file="MM3.2.b2.M1.out.Rda")
> 
> proc.time()
    user   system  elapsed 
1149.920    5.699 1389.753 
